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New Approach To Traffic Density Estimation Based On Indoor And Outdoor Scenes From CCTV Cover

New Approach To Traffic Density Estimation Based On Indoor And Outdoor Scenes From CCTV

Open Access
|May 2015

Abstract

In this paper we present an algorithm for precise estimation of moving objects density (typically people and vehicles) in indoor and outdoor scenes. Automatic generation of the so-called density maps is based on video sequences acquired by surveillance systems. Our approach offers two types of solutions. The first one increments the accumulation table when a moving object is detected in a location of interest, delivering a density map of the presence of moving objects. The second algorithm increments the accumulation table only in cases of detecting a new moving object, resulting in a density map of the count of moving objects. The proposed algorithms were tested with the use of PETS 2009 database and with our own database of long-term video recordings. Finally, results of the density maps visualization and determination of the “busy hours” are presented.

DOI: https://doi.org/10.1515/fcds-2015-0008 | Journal eISSN: 2300-3405 | Journal ISSN: 0867-6356
Language: English
Page range: 119 - 132
Published on: May 16, 2015
Published by: Poznan University of Technology
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2015 Agata Chmielewska, Marianna Parzych, Tomasz Marciniak, Adam Dąbrowski, published by Poznan University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.